ArticlePloS one2015
The Patient- And Nutrition-Derived Outcome Risk Assessment Score (PANDORA): Development of a Simple Predictive Risk Score for 30-Day In-Hospital Mortality Based on Demographics, Clinical Observation, and Nutrition.
Article in PloS one, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. It is linked to trial NCT02820246 (NutritionDay in Worldwide Hospitals), which is not on this map. Cited by 12 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
NutritionDay in Worldwide Hospitals: A Cross-sectional Registry
Who cites it
12 citing papers in PubMed.
- More Nutritional Support on the Wards after a Previous Intensive Care Unit Stay: A nutritionDay Analysis in 136,667 Patients.Nutrients · 2023Article
- Nutritional management of individuals with obesity and COVID-19: ESPEN expert statements and practical guidance.Clinical nutrition (Edinburgh, Scotland) · 2022Article
- COVID-19: Lessons on malnutrition, nutritional care and public health from the ESPEN-WHO Europe call for papers.Clinical nutrition (Edinburgh, Scotland) · 2022Article
- Observational
- Article
- Article
- Article
- Hospital Malnutrition, a Call for Political Action: A Public Health and NutritionDay Perspective.Journal of clinical medicine · 2019Article
- Article
- A comprehensive nutritional survey of hospitalized patients: Results from nutritionDay 2016 in China.PloS one · 2018Article
- The intensive care medicine research agenda in nutrition and metabolism.Intensive care medicine · 2017Review
- Article
Corrections and comments
- Erratum issued
Authors and funding
14 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveTo develop a simple scoring system to predict 30 day in-hospital mortality of in-patients excluding those from intensive care units based on easily obtainable demographic, disease and nutrition related patient data.
methodsScore development with general estimation equation methodology and model selection by P-value thresholding based on a cross-sectional sample of 52 risk indicators with 123 item classes collected with questionnaires and stored in an multilingual online database.
settingWorldwide prospective cross-sectional cohort with 30 day in-hospital mortality from the nutritionDay 2006-2009 and an external validation sample from 2012.
resultsWe included 43894 patients from 2480 units in 32 countries. 1631(3.72%) patients died within 30 days in hospital. The Patient- And Nutrition-Derived Outcome Risk Assessment (PANDORA) score predicts 30-day hospital mortality based on 7 indicators with 31 item classes on a scale from 0 to 75 points. The indicators are age (0 to 17 points), nutrient intake on nutritionDay (0 to 12 points), mobility (0 to 11 points), fluid status (0 to 10 points), BMI (0 to 9 points), cancer (9 points) and main patient group (0 to 7 points). An appropriate model fit has been achieved. The area under the receiver operating characteristic curve for mortality prediction was 0.82 in the development sample and 0.79 in the external validation sample.
conclusionsThe PANDORA score is a simple, robust scoring system for a general population of hospitalised patients to be used for risk stratification and benchmarking.
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